{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "96eb43ce",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.axisartist.parasite_axes import HostAxes, ParasiteAxes\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "fig = plt.figure(1) #定义figure，（1）中的1是什么\n",
    "ax_cof = HostAxes(fig, [0, 0, 0.9, 0.9])  #用[left, bottom, weight, height]的方式定义axes，0 <= l,b,w,h <= 1\n",
    "\n",
    "#parasite addtional axes, share x\n",
    "ax_temp = ParasiteAxes(ax_cof, sharex=ax_cof)\n",
    "ax_load = ParasiteAxes(ax_cof, sharex=ax_cof)\n",
    "ax_cp = ParasiteAxes(ax_cof, sharex=ax_cof)\n",
    "ax_wear = ParasiteAxes(ax_cof, sharex=ax_cof)\n",
    "\n",
    "#append axes\n",
    "ax_cof.parasites.append(ax_temp)\n",
    "ax_cof.parasites.append(ax_load)\n",
    "ax_cof.parasites.append(ax_cp)\n",
    "ax_cof.parasites.append(ax_wear)\n",
    "\n",
    "#invisible right axis of ax_cof\n",
    "ax_cof.axis['right'].set_visible(False)\n",
    "ax_cof.axis['top'].set_visible(False)\n",
    "ax_temp.axis['right'].set_visible(True)\n",
    "ax_temp.axis['right'].major_ticklabels.set_visible(True)\n",
    "ax_temp.axis['right'].label.set_visible(True)\n",
    "\n",
    "#set label for axis\n",
    "ax_cof.set_ylabel('cof')\n",
    "ax_cof.set_xlabel('Distance (m)')\n",
    "ax_temp.set_ylabel('Temperature')\n",
    "ax_load.set_ylabel('load')\n",
    "ax_cp.set_ylabel('CP')\n",
    "ax_wear.set_ylabel('Wear')\n",
    "\n",
    "load_axisline = ax_load.get_grid_helper().new_fixed_axis\n",
    "cp_axisline = ax_cp.get_grid_helper().new_fixed_axis\n",
    "wear_axisline = ax_wear.get_grid_helper().new_fixed_axis\n",
    "\n",
    "ax_load.axis['right2'] = load_axisline(loc='right', axes=ax_load, offset=(40,0))\n",
    "ax_cp.axis['right3'] = cp_axisline(loc='right', axes=ax_cp, offset=(80,0))\n",
    "ax_wear.axis['right4'] = wear_axisline(loc='right', axes=ax_wear, offset=(120,0))\n",
    "\n",
    "fig.add_axes(ax_cof)\n",
    "\n",
    "''' #set limit of x, y\n",
    "ax_cof.set_xlim(0,2)\n",
    "ax_cof.set_ylim(0,3)\n",
    "'''\n",
    "\n",
    "curve_cof, = ax_cof.plot([0, 1, 2], [0, 1, 2], label=\"CoF\", color='black')\n",
    "curve_temp, = ax_temp.plot([0, 1, 2], [0, 3, 2], label=\"Temp\", color='red')\n",
    "curve_load, = ax_load.plot([0, 1, 2], [1, 2, 3], label=\"Load\", color='green')\n",
    "curve_cp, = ax_cp.plot([0, 1, 2], [0, 40, 25], label=\"CP\", color='pink')\n",
    "curve_wear, = ax_wear.plot([0, 1, 2], [25, 18, 9], label=\"Wear\", color='blue')\n",
    "\n",
    "ax_temp.set_ylim(0,4)\n",
    "ax_load.set_ylim(0,4)\n",
    "ax_cp.set_ylim(0,50)\n",
    "ax_wear.set_ylim(0,30)\n",
    "\n",
    "ax_cof.legend()\n",
    "\n",
    "#轴名称，刻度值的颜色\n",
    "#ax_cof.axis['left'].label.set_color(ax_cof.get_color())\n",
    "ax_temp.axis['right'].label.set_color('red')\n",
    "ax_load.axis['right2'].label.set_color('green')\n",
    "ax_cp.axis['right3'].label.set_color('pink')\n",
    "ax_wear.axis['right4'].label.set_color('blue')\n",
    "\n",
    "ax_temp.axis['right'].major_ticks.set_color('red')\n",
    "ax_load.axis['right2'].major_ticks.set_color('green')\n",
    "ax_cp.axis['right3'].major_ticks.set_color('pink')\n",
    "ax_wear.axis['right4'].major_ticks.set_color('blue')\n",
    "\n",
    "ax_temp.axis['right'].major_ticklabels.set_color('red')\n",
    "ax_load.axis['right2'].major_ticklabels.set_color('green')\n",
    "ax_cp.axis['right3'].major_ticklabels.set_color('pink')\n",
    "ax_wear.axis['right4'].major_ticklabels.set_color('blue')\n",
    "\n",
    "ax_temp.axis['right'].line.set_color('red')\n",
    "ax_load.axis['right2'].line.set_color('green')\n",
    "ax_cp.axis['right3'].line.set_color('pink')\n",
    "ax_wear.axis['right4'].line.set_color('blue')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "8036fe05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.axisartist.parasite_axes import HostAxes, ParasiteAxes\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = ['ATL','LAX','CLT','LAS','MSP','DTW','PHX','DCA','SLC','ORD','DFW','PHL','PDX','DEN','IAH','BOS','SAN','BWI','MDW','IND']\n",
    "k_in = [49.160,47.367,26.858,30.315,16.552,28.590,23.905,18.818,28.735,6.721,10.315,26.398,38.575,7.646,11.227,8.864,15.327,19.120,11.521,19.618]\n",
    "k_out = [38.024,19.974,25.011,22.050,30.108,18.327,20.811,28.464,23.72,8.470,4.119,10.000,25.158,7.851,10.450,11.130,15.441,7.519,20.819,32.825]\n",
    "p = [0.0537,0.0301,0.0306,0.0217,0.0229,0.0223,0.0218,0.0179,0.0155,0.0465,0.0419,0.0165,0.0091,0.0357,0.0232,0.0200,0.0129,0.0143,0.0113,0.0064]\n",
    "K = [4.6844,2.0296,1.5858,1.1347,1.0706,1.0442,0.9764,0.8447,0.8141,0.7066,0.6041,0.5990,0.5808,0.5534,0.5023,0.3992,0.3964,0.3799,0.3639,0.3331]\n",
    "\n",
    "fig = plt.figure(1) #定义figure\n",
    "\n",
    "ax_k = HostAxes(fig, [0, 0, 0.9, 0.9])  #用[left, bottom, weight, height]的方式定义axes，0 <= l,b,w,h <= 1\n",
    "\n",
    "#parasite addtional axes, share x\n",
    "ax_p = ParasiteAxes(ax_k, sharex=ax_k)\n",
    "ax_K = ParasiteAxes(ax_k, sharex=ax_k)\n",
    "\n",
    "#append axes\n",
    "ax_k.parasites.append(ax_p)\n",
    "ax_k.parasites.append(ax_K)\n",
    "\n",
    "ax_k.set_ylabel('$K_i^{in}\\;/\\;K_i^{out}$')\n",
    "ax_k.axis['bottom'].major_ticklabels.set_rotation(45)\n",
    "ax_k.set_xlabel('Airport')\n",
    "ax_k.axis['bottom','left'].label.set_fontsize(12) # 设置轴label的大小\n",
    "ax_k.axis['bottom'].major_ticklabels.set_pad(8) #设置x轴坐标刻度与x轴的距离，坐标轴刻度旋转会使label和坐标轴重合\n",
    "ax_k.axis['bottom'].label.set_pad(12) #设置x轴坐标刻度与x轴label的距离，label会和坐标轴刻度重合\n",
    "ax_k.axis[:].major_ticks.set_tick_out(True) #设置坐标轴上刻度突起的短线向外还是向内\n",
    "\n",
    "#invisible right axis of ax_k\n",
    "ax_k.axis['right'].set_visible(False)\n",
    "ax_k.axis['top'].set_visible(True)\n",
    "ax_p.axis['right'].set_visible(True)\n",
    "ax_p.axis['right'].major_ticklabels.set_visible(True)\n",
    "ax_p.axis['right'].label.set_visible(True)\n",
    "ax_p.axis['right'].major_ticks.set_tick_out(True)\n",
    "ax_p.set_ylabel('${p_i}$')\n",
    "ax_p.axis['right'].label.set_fontsize(13)\n",
    "ax_K.set_ylabel('${K_i}$')\n",
    "\n",
    "K_axisline = ax_K.get_grid_helper().new_fixed_axis\n",
    "\n",
    "ax_K.axis['right2'] = K_axisline(loc='right', axes=ax_K, offset=(60,0))\n",
    "ax_K.axis['right2'].major_ticks.set_tick_out(True)\n",
    "ax_K.axis['right2'].label.set_fontsize(13)\n",
    "fig.add_axes(ax_k)\n",
    "\n",
    "curve_k1, = ax_k.plot(list(range(20)), k_in, marker ='v',markersize=8,label=\"$K_i^{in}$\",alpha = 0.7)\n",
    "curve_k2, = ax_k.plot(list(range(20)), k_out, marker ='^',markersize=8, label=\"$K_i^{out}$\",alpha = 0.7)\n",
    "curve_p, = ax_p.plot(list(range(20)), p, marker ='P',markersize=8,label=\"${p_i}$\",alpha = 0.7)\n",
    "curve_K, = ax_K.plot(list(range(20)), K, marker ='o',markersize=8, label=\"${K_i}$\",alpha = 0.7,linewidth=3)\n",
    "plt.xticks(list(range(20)), x)\n",
    "# ax_k.set_xticks(list(range(20))) \n",
    "# ax_k.set_xticklabels(x)\n",
    "ax_k.axis['bottom'].major_ticklabels.set_rotation(45)\n",
    "\n",
    "# ax_k.set_rotation(90)\n",
    "# plt.xticks(list(range(20)), x, rotation = 'vertical')\n",
    "\n",
    "ax_p.set_ylim(0,0.06)\n",
    "ax_K.set_ylim(0,5)\n",
    "\n",
    "ax_k.legend(labelspacing = 0.4, fontsize = 10)\n",
    "\n",
    "#轴名称，刻度值的颜色 \n",
    "\n",
    "ax_p.axis['right'].label.set_color(curve_p.get_color()) # 坐标轴label的颜色\n",
    "ax_K.axis['right2'].label.set_color(curve_K.get_color())\n",
    "\n",
    "\n",
    "ax_p.axis['right'].major_ticks.set_color(curve_p.get_color()) # 坐标轴刻度小突起的颜色\n",
    "ax_K.axis['right2'].major_ticks.set_color(curve_K.get_color())\n",
    "\n",
    "ax_p.axis['right'].major_ticklabels.set_color(curve_p.get_color()) # 坐标轴刻度值的颜色\n",
    "ax_K.axis['right2'].major_ticklabels.set_color(curve_K.get_color())\n",
    "\n",
    "ax_p.axis['right'].line.set_color(curve_p.get_color()) # 坐标轴线的颜色\n",
    "ax_K.axis['right2'].line.set_color(curve_K.get_color())\n",
    "plt.savefig('10.key metrics mapping.pdf', bbox_inches='tight', dpi=800)\n",
    "plt.show()"
   ]
  }
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